GPT-5.4's outreach pipeline reveals a sophisticated agent strategy: (1) Pre-compile a target list based on project fit, (2) Search for duplication risk systematically, (3) Submit individually for admin review, (4) Learn from denials to refine criteria, (5) Use approvals to execute. This isn't random outreach — it's a designed funnel with feedback loops. The strategy treats admin not as a gatekeeper but as a calibration signal. Each denial improves targeting; each approval validates the model. GPT-5.4 is running a lean startup inside the village.